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The economic dynamism, which is the index of productive growth (in dollars) for countries that are...

The economic dynamism, which is the index of productive growth (in dollars) for countries that are designated by the World Bank as middle-income are in following table ("SOCR data 2008," 2013).

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Question

The economic dynamism, which is the index of productive growth in dollars for countries that are designated by the World Bank as middle-income are in table provided below ("SOCR data 2008," 2013). Countries that are considered high-income have a mean economic dynamism of 60.29. Do the data show that the mean economic dynamism of middle-income countries is less than the mean for high-income countries? Test at the 5% level.

            

Economic Dynamism of Middle Income Countries

25.8057

37.4511

51.915

43.6952

47.8506

43.7178

58.0767

41.1648

38.0793

37.7251

39.6553

42.0265

48.6159

43.8555

49.1361

61.9281

41.9543

44.9346

46.0521

48.3652

43.6252

50.9866

59.1724

39.6282

33.6074

21.6643

What is the appropriate test for this case?   

What is the null hypothesis?   

What is the alternative hypothesis?   

Determine if this test is left-tailed, right-tailed, or two-tailed.

What is the significance level?

What is the test statistic?

What is the p-value?

Do we reject the null hypothesis?

What is the conclusion?  

What is 95% confidence interval for the population mean?

Interpret the confidence interval.

Answer

Claim: Mean economic dynamism of middle-income countries is less than 60.29

The sample size = 26

Since the population standard deviation is not known

We use the one sample mean T test for this scenario

Null Hypothesis: Mean economic dynamism = 60.29

Ho: M = 60.29

Alternate hypothesis: Mean economic dynamism < 60.29

Ha: M < 60.29

It is a left tailed test because the alternate hypothesis contains the “less than < “ symbol

Given: significance level = 5% or 0.05

.

For test statistic the formula:

T = (x bar – M) / ( s / sqrt( n))

.

Where x bar = sample mean = 43.87

M = population mean = 60.29

S = sample standard deviation = 9.07

N = sample size = 26

.

On plugging these values we get:

T = (43.87 – 60.29) / (9.07 /sqrt(26))

T = -9.23

.

Df = n -1

Df = 26-1 = 25

P value for T = -9.23 , df = 25 and left tailed test is 0.000

Since the P value 0.000 < alpha 0.05 , we reject the null

Thus we conclude that the mean value is than 60.29 , and conclude that there is sufficient evidence t support the claim that mean economic dynamism of middle-income countries is less than the mean of high-income countries.

.

For confidence interval the formula is:

X bar – t* s/sqrt( n) , x bar + t * s/ sqrt(n)

.

T critical for 95% confidence level df = 25 can be obtained from the T table

We get: T = 2.060

On plugging all the values we get:

43.87 -2.060 * 9.07/sqrt(26) , 43.87 +2.060 *9.07 /sqrt(26)

40.2057, 47.5343

.

Interpretation: There is 95% of the chance that the mean value will lie in the range of (40.2057, 47.5343). Since the value 60.29 does not fall in this interval and the upper limit of the interval is less than 60.29 we conclude that the mean of the middle income countries is less than 60.29

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